.. The early detection of COVID-19 is helpful for resource allocation during the pandemic. Here, we have proposed a Bayesian approach to identify individuals with probable COVID-19 on the basis of self-reported symptoms during 1, 2, and 3 days after symptom onset and demographic information. Using a unique, prospective dataset, we evaluated the proposed method …